graph TD A[Article Compiler Subagent] --> B[SILO 1: Content Structuring] A --> C[SILO 2: Format Conversion] A --> D[SILO 3: Image Integration] B --> B1[Input: Raw Text from TextRefiner] B --> B2[Process: LLM Content Structure - Skill 223] B --> B3[Output: Structured Text Blocks] C --> C1[Input: Structured Text Blocks] C --> C2[Process: Format Text - Skill 185] C --> C3[Output: Formatted Article w/Placeholders] D --> D1[Input: Formatted Article + Image URLs] D --> D2[Process: Image Embedding - Skill 185] D --> D3[Output: Final Article w/Images] B1 --> B2 --> B3 B3 --> C1 --> C2 --> C3 C3 --> D1 --> D2 --> D3 E[External Input: 6 PNG URLs] --> D1 F[External Input: Text Content] --> B1 D3 --> G[Final Output: Complete HTML/MD Article]